{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3e40297d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Duplicate key in file WindowsPath('C:/Users/stowar/AppData/Roaming/Python/Python37/site-packages/matplotlib/mpl-data/matplotlibrc'), line 406 ('axes.unicode_minus: True  # use Unicode for the minus symbol rather than hyphen.  See')\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41f4eb00",
   "metadata": {},
   "source": [
    "# 1.图像绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "df1c7c64",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "x = [1,2,3]\n",
    "y = [4,5,6]\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 3.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ffa4947",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 1.创建画布\n",
    "plt.figure()\n",
    "\n",
    "# 2.图像绘制\n",
    "x = [1,2,3,4,5,6]\n",
    "y = [3,6,3,5,3,10]\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 3.图像展示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0732e7aa",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'plt' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_35284\\454964978.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mhelp\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'plt' is not defined"
     ]
    }
   ],
   "source": [
    "help(plt.figure)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a802b20c",
   "metadata": {},
   "source": [
    "# 2.图像保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "94d03c88",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.创建画布\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "x = [1,2,3]\n",
    "y = [4,5,6]\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 2.1 图像保存\n",
    "# 图像保存一定要放在show前面\n",
    "plt.savefig(\"../data/test.png\")\n",
    "\n",
    "# 3.显示图像\n",
    "# 注意:会进行释放资源\n",
    "plt.show()  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a25ec7e9",
   "metadata": {},
   "source": [
    "# 案例:显示温度变化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbbe657b",
   "metadata": {},
   "source": [
    "##  图像基本绘制功能演示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "010d0210",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 0.生成数据\n",
    "x = range(60)\n",
    "y_beijing = [random.uniform(10,15) for i in x]\n",
    "y_shanghai = [random.uniform(10,15) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "plt.plot(x,y_beijing,label=\"Beijiing\",color='g',linestyle=\"-.\")\n",
    "plt.plot(x,y_shanghai,label=\"Shanghai\")\n",
    "\n",
    "# 2.1 添加x,y轴刻度\n",
    "y_ticks = range(40)\n",
    "x_ticks_labels = [\"11:{:02d}\".format(i) for i in x ]\n",
    "plt.yticks(y_ticks[::5])\n",
    "plt.xticks(x[::5],x_ticks_labels[::5])\n",
    "# plt.xticks(x_ticks_labels[::5]) # 一开始传进去的必须是数字\n",
    "\n",
    "# 2.2 添加网格\n",
    "plt.grid(True,linestyle=\"--\",alpha=0.5)\n",
    "\n",
    "# 2.3 添加描述\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"Temperature\")\n",
    "plt.title(\"Change of Temperature of hour\",fontsize=20)\n",
    "\n",
    "# 2.4 显示图例\n",
    "plt.legend(loc=3)\n",
    "\n",
    "\n",
    "# 3.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ecf5916",
   "metadata": {},
   "source": [
    "## 多个坐标系显示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a22842e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0.生成数据\n",
    "x = range(60)\n",
    "y_beijing = [random.uniform(10, 15) for i in x]\n",
    "y_shanghai = [random.uniform(15, 25) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "fig,axes = plt.subplots(nrows=1,ncols=2,figsize =(20,8),dpi=100)\n",
    "\n",
    "# 2.图形绘制\n",
    "axes[0].plot(x,y_beijing,label=\"Beijiing\",color='g',linestyle=\"-.\")\n",
    "axes[1].plot(x,y_shanghai,label=\"Shanghai\")\n",
    "\n",
    "# 2.1 添加x,y刻度\n",
    "y_ticks = range(40)\n",
    "x_ticks_labels = [\"11:{:02d}\".format(i) for i in x]\n",
    "\n",
    "axes[0].set_xticks(x[::5])\n",
    "axes[0].set_yticks(y_ticks[::5])\n",
    "axes[0].set_xticklabels(x_ticks_labels[::5])\n",
    "axes[1].set_xticks(x[::5])\n",
    "axes[1].set_yticks(y_ticks[::5])\n",
    "axes[1].set_xticklabels(x_ticks_labels[::5])\n",
    "\n",
    "# 2.2 添加网格\n",
    "axes[0].grid(True,linestyle=\"--\",alpha=0.7)\n",
    "axes[1].grid(True,linestyle=\"--\",alpha=0.7)\n",
    "\n",
    "# 2.3 添加描述\n",
    "axes[0].set_xlabel(\"Time\")\n",
    "axes[0].set_ylabel(\"Temperature\")\n",
    "axes[0].set_title(\"Beijing's change of Temperature of hour\",fontsize=16)\n",
    "axes[1].set_xlabel(\"Time\")\n",
    "axes[1].set_ylabel(\"Temperature\")\n",
    "axes[1].set_title(\"Shanghai's change of Temperature of hour\",fontsize=16)\n",
    "\n",
    "# 2.4 显示图例\n",
    "axes[0].legend(loc=3)\n",
    "axes[1].legend(loc=3)\n",
    "\n",
    "# 3.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0759ffa9",
   "metadata": {},
   "source": [
    "# plot绘制数学图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "25593fed",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0.生成数据\n",
    "x = np.linspace(-10,10,1000) # -10到10生成1000数据\n",
    "y = np.sin(x)\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 2.1 添加x,y刻度\n",
    "\n",
    "# 2.2 添加描述\n",
    "\n",
    "# 2.3 添加网格\n",
    "plt.grid()\n",
    "\n",
    "# 2.4 添加显示图列\n",
    "\n",
    "\n",
    "# 2.5 保存\n",
    "\n",
    "# 3.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfd3db2d",
   "metadata": {},
   "source": [
    "# 绘制其他图像"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0278814",
   "metadata": {},
   "source": [
    "## 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cfda3ac7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0.数据准备\n",
    "x = [32, 18, 75, 49, 8, 63, 22, 91, 54, 11, 87, 36, 5, 79, 42, 15, 68, 29, 95, 4, 58, 81, 3, 66, 25, 71, 13, 84, 46, 19, 52, 98, 38, 60, 21, 77, 10, 89, 50, 2, 64, 30, 83, 47, 16, 73, 27, 93, 55, 12, 86, 35, 6, 80, 43, 17, 69, 31, 94, 5, 59, 82, 4, 67, 26, 72, 14, 85, 48, 20, 53, 99, 39, 61, 22, 78, 11, 90, 51, 3, 65, 30, 84, 47, 17, 74, 28, 92, 56, 13, 87, 37, 7, 81, 44, 18, 70, 29, 96, 57]\n",
    "y = [69, 41, 155, 103, 21, 131, 49, 187, 113, 27, 179, 77, 15, 163, 89, 35, 141, 63, 195, 13, 121, 167, 11, 137, 55, 147, 31, 173, 97, 43, 109, 201, 81, 125, 47, 159, 25, 183, 105, 9, 133, 65, 171, 99, 37, 151, 59, 191, 115, 29, 177, 75, 19, 165, 91, 39, 143, 67, 193, 15, 123, 169, 13, 139, 57, 149, 33, 175, 99, 45, 111, 203, 83, 127, 49, 161, 27, 185, 107, 11, 135, 65, 173, 99, 39, 153, 61, 193, 117, 33, 179, 79, 19, 167, 93, 41, 145, 63, 197, 119]\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "# 2.绘制画布\n",
    "plt.scatter(x,y)\n",
    "# 3.显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e95d1944",
   "metadata": {},
   "source": [
    "## 柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9bb2943a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.准备数据\n",
    "# 电影名字\n",
    "movies = [\n",
    "    \"星际救援：暗物质危机\",  # 科幻片\n",
    "    \"囧途之上：终极冒险\",    # 喜剧片\n",
    "    \"烈火英雄2：绝境重生\",  # 动作灾难片\n",
    "    \"青春记事簿：那年夏天\",  # 青春片\n",
    "    \"龙骑士传说：王者归来\",  # 奇幻片\n",
    "    \"致命追踪：暗夜追凶\",    # 悬疑片\n",
    "    \"熊出没·星际探险\",      # 动画电影\n",
    "    \"故乡的云：归途\",        # 剧情片\n",
    "    \"速度与激情：东方狂想\",  # 赛车动作片\n",
    "    \"失恋博物馆：第101次告白\" # 爱情片\n",
    "]\n",
    "# 横坐标\n",
    "x = range(len(movies))\n",
    "# 票房数据\n",
    "y = [42.8, 29.5, 37.2, 8.7, 15.3, 21.9, 19.6, 6.4, 48.1, 12.5]\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20,8),dpi=100)\n",
    "# 2.绘制画布-绘制柱状图\n",
    "plt.bar(x,y,width=0.5,color=['b','r','g','y','b'])\n",
    "\n",
    "# 2.1 添加刻度x,y\n",
    "plt.xticks(x,movies,fontsize=8)\n",
    "\n",
    "# 2.2 添加描述|\n",
    "plt.xlabel(\"电影\")\n",
    "plt.ylabel(\"票房/亿\")\n",
    "plt.title(\"Change of Temperature of hour\",fontsize=25)\n",
    "\n",
    "# 2.3 添加网格\n",
    "plt.grid(True,linestyle=\"-\",alpha=0.7)\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "dc1ec719",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\stowar\\AppData\\Roaming\\Python\\Python37\\site-packages\\matplotlib\\mpl-data\\matplotlibrc\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.matplotlib_fname())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2364bcae",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
